Inference with difference-in-differences revisited

M Brewer, TF Crossley, R Joyce - Journal of Econometric Methods, 2018 - degruyter.com
… literature on inference in difference-in-differences designs with … Second, the main problem
in difference-in-differences … Third, feasible GLS estimation combined with robust inference

Inference with difference-in-differences with a small number of groups: a review, simulation study, and empirical application using SHARE data

S Rokicki, J Cohen, G Fink, JA Salomon… - Medical care, 2018 - journals.lww.com
Difference-in-differences (DID) estimation has become increasingly popular as an approach
to evaluate the effect of a group-level policy on individual-level outcomes. Several statistical …

Difference-in-differences with multiple time periods

B Callaway, PHC Sant'Anna - Journal of econometrics, 2021 - Elsevier
… Estimation and inference procedures for the treatment effects of interest are presented in
Section 4. We revisit the effect of minimum wage on employment in Section 5. Section 6 …

Inference in Difference-in-Differences: How Much Should We Trust in Independent Clusters?

B Ferman - arXiv preprint arXiv:1909.01782, 2019 - arxiv.org
… for inference in difference-in-differences (… Difference-in-Differences (DID) is one of the most
widely used methods for identification of causal effects in social sciences. However, inference

Synthetic difference-in-differences

D Arkhangelsky, S Athey, DA Hirshberg… - American Economic …, 2021 - aeaweb.org
… other, we first revisit the California smoking cessation … inference. We postpone a discussion
of confidence intervals until Section IV, where we consider various strategies for inference

Inference in differences-in-differences with few treated groups and heteroskedasticity

B Ferman, C Pinto - Review of Economics and Statistics, 2019 - direct.mit.edu
… our inference method … inference methods and to compare that to the performance of our
method with heteroskedasticity correction in section V, while we compare the different inference

Synthetic difference in differences

… compare to each other, we first revisit the California smoking cessation program example of
… ], who focus on valid inference in difference in differences settings when users look at past …

[HTML][HTML] How much should we trust staggered difference-in-differences estimates?

AC Baker, DF Larcker, CCY Wang - Journal of Financial Economics, 2022 - Elsevier
… “Difference-in-differences” (DiD) is a workhorse estimation approach for making causal
inference in these … in the outcomes between treated and controls over time to infer causal effects. …

Difference-in-differences estimation with spatial spillovers

K Butts - arXiv preprint arXiv:2105.03737, 2021 - arxiv.org
… borders, classical difference-in-differences estimation produces … To highlight the importance
of spillover effects, I revisit … Since ˆτ is a linear combination of sample averages, inference

Simple approaches to nonlinear difference-in-differences with panel data

JM Wooldridge - The Econometrics Journal, 2023 - academic.oup.com
I derive simple, flexible strategies for difference-in-differences settings where the nature of
the response variable may warrant a nonlinear model. I allow for general staggered …